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OpenSenseNova/SenseNova-Skills

https://github.com/OpenSenseNova/SenseNova-Skills · scanned 2026-06-05 02:04 UTC (4 days, 20 hours ago) · 10 languages

307 raw signals (76 security + 231 graph) 11/13 scanners ran 66th percentile · Python · small (2-20K LoC) System graph score 89 (lower by 13)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 4 days, 20 hours ago · v6 · last Δ +0.1 (diff) · 36 actionable findings from 2 signal sources. 81 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
83.2
/100
Security checks
77
20 findings
System graph
89
77.8% cov · 16 findings
Critical
1
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 55.0 0.15 8.25
security_score 100.0 0.25 25.00
testing_score 70.0 0.20 14.00
documentation_score 84.0 0.15 12.60
practices_score 70.0 0.15 10.50
code_quality 60.0 0.10 6.00
Overall 1.00 76.3
security_score may be inflated — optional security scanners were skipped on this fast scan
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 1 High 2 Medium 4 Low 12 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 20 System graph 16 Crowd 0 Layer: Quality 24 Software 8 Cicd 1 Api 1 Frontend 1 Security 1
Corpus Intelligence Cross-corpus context (cohort percentile, top patterns, fix plan) is shown only on repositories you own. Sign up and connect your repo to view it.
Scan summary Ranks in the 12th percentile among small-sized repos. Strongest dependencies (90), security (82); weakest testing (15), practices (58). 54 findings (6 critical, 16 high). Most common pattern: dart-print.

Showing 19 of 36 actionable findings. 117 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

critical Security checks quality Quality conf 1.00 ✓ Repobility [MINED013] Password In Url: https://user:password@host — leaks creds via logs, referrer, error messages.
Review and fix per the pattern semantics. See CWE-200 / A07:2021 for context.
skills/sn-image-base/scripts/sn_image_base/utils/httpx_client.py:64
high Security checks quality Quality conf 1.00 ✓ Repobility [MINED107] Missing import: `html` used but not imported: The file uses `html.something(...)` but never imports `html`. This raises NameError at runtime the first time the line executes.
Add `import html` at the top of the file.
skills/sn-ppt-standard/scripts/run_stage.py:1052
high Security checks quality Quality conf 1.00 ✓ Repobility 25 occurrences [MINED108] `self.get_annotated_field` used but never assigned in __init__: Method `get_env_var_help` of class `Configs` reads `self.get_annotated_field`, but no assignment to it exists in __init__ (and no class-level fallback). This raises AttributeError the first time the method runs against an instance.
Initialize `self.get_annotated_field = <default>` in __init__, or add a class-level default.
4 files, 25 locations
skills/sn-image-base/scripts/sn_image_base/generation/openai_image.py:107, 121, 125, 130, 131, 139, 147, 205 (8 hits)
skills/sn-image-base/scripts/sn_image_base/llm/anthropic_adapter.py:97, 123, 132, 140, 141, 150, 156 (8 hits)
skills/sn-image-base/scripts/sn_image_base/llm/chat_completions_adapter.py:99, 176, 190, 199, 200, 210, 216 (8 hits)
skills/sn-image-base/scripts/sn_image_base/configs.py:275
medium Security checks cicd CI/CD security conf 0.90 ✓ Repobility 6 occurrences GitHub Action is tag-pinned rather than SHA-pinned
[MINED115] Action `amannn/action-semantic-pull-request` pinned to mutable ref `@v6`: `uses: amannn/action-semantic-pull-request@v6` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K r…
lines 25, 52, 72
.github/workflows/pr_check.yml:25, 52, 72 (6 hits)
CI/CD securitySupply chainGitHub Actions
medium Security checks quality Practices conf 1.00 [CFG006] Missing .gitignore: No .gitignore file. Risk of committing secrets and build artifacts.
Add a .gitignore appropriate for your language/framework.
low Security checks quality Error handling conf 1.00 4 occurrences [ERR001] Silent Exception Swallowing: Silently swallowing all exceptions hides bugs. Even in cleanup code, log at DEBUG level.
Log the error: `except Exception: logger.debug('cleanup failed', exc_info=True)`. Or handle specific exception types.
2 files, 4 locations
skills/sn-ppt-entry/scripts/parse_user_docs.py:163 (2 hits)
skills/sn-search-academic/scripts/semantic_scholar_refs.py:106 (2 hits)
low Security checks quality Error handling conf 0.55 ✓ Repobility 25 occurrences Broad exception handler needs review
This handler catches Exception/BaseException. It is actionable when it swallows errors without logging, re-raising, or returning a structured error. Handlers that intentionally convert exceptions into typed error results should not be treated as high risk.
12 files, 18 locations
skills/sn-ppt-standard/scripts/run_stage.py:155, 267, 642, 766, 834, 1294 (6 hits)
skills/sn-image-base/scripts/sn_agent_runner.py:350, 396 (2 hits)
skills/sn-image-base/scripts/sn_image_base/configs.py:309
skills/sn-ppt-doctor/ppt_doctor/check_environment.py:411
skills/sn-ppt-standard/lib/model_client.py:334
skills/sn-search-academic/scripts/arxiv_paper.py:294
skills/sn-search-academic/scripts/arxiv_search.py:233
skills/sn-search-academic/scripts/pmc_paper.py:444
Error handlingquality
medium System graph security Coverage conf 1.00 No auth library detected
The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). Either auth lives in custom code, in a separate service, or is missing.
auth
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 63 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Integrity conf 1.00 11 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: skills/sn-md-to-html-report/scripts/render_report.py:replace, skills/sn-md-to-html-report/scripts/render_report.py:replace This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate …
11 occurrences
repo-level (11 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: skills/sn-image-base/scripts/sn_image_base/vlm/vlm_adapter.py:vision_completion, skills/sn-image-base/scripts/sn_image_base/llm/anthropic_adapter.py:vision_completion, skills/sn-image-base/scripts/sn_image_base/llm/chat_completions_adapter.py:vision_c…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 7 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: skills/sn-search-academic/scripts/search_utils.py:make_result, skills/sn-search-code/scripts/search_utils.py:make_result, skills/sn-search-social-cn/scripts/search_utils.py:make_result, skills/sn-search-social-en/scripts/search_utils.py:make_result T…
7 occurrences
repo-level (7 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `sec_copy` in skills/sn-search-academic/scripts/arxiv_paper.py:179
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph software Dead code conf 1.00 Possibly dead Python function: detect_suffix
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
skills/sn-image-base/scripts/sn_image_base/vlm/utils.py:48
low System graph software Dead code conf 1.00 Possibly dead Python function: expand
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
skills/sn-ppt-standard/scripts/run_stage.py:81
low System graph software Dead code conf 1.00 Possibly dead Python function: mask_secret
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
skills/sn-image-base/scripts/sn_image_base/vlm/utils.py:109
low System graph software Dead code conf 1.00 Possibly dead Python function: reload_env
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
skills/sn-image-base/scripts/sn_image_base/configs.py:302
low System graph software Dead code conf 1.00 4 occurrences Possibly dead Python function: run_search
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
4 files, 4 locations
skills/sn-search-academic/scripts/search_utils.py:130
skills/sn-search-code/scripts/search_utils.py:130
skills/sn-search-social-cn/scripts/search_utils.py:130
skills/sn-search-social-en/scripts/search_utils.py:130
low System graph quality Complexity conf 1.00 Very large file: skills/sn-ppt-standard/scripts/run_stage.py (1492 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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